Compare Cloud.

also: Amazon Comprehend

formerly LUIS / Cognitive Services Language

also: Cloud Translation API

speech-to-text; the seed listed Polly, which is text-to-speech

formerly Cognitive Services Speech

also: Speech API

in Foundry Tools; replaces retired Cognitive Services vision APIs

also: Cloud Video Intelligence

replaces Amazon Machine Learning (retired)

classic ML Studio retired 2024

successor to Cloud Datalab

also: PyTorch on AWS, JAX

formerly Vertex AI

also: Amazon Fraud Detector, Amazon Lookout for Metrics, Amazon Augmented AI (Amazon A2I), Amazon Personalize

also: Azure Metrics Advisor

predictive analysis via BigQuery ML

replaces Elastic Inference (retired)

formerly Vertex AI prediction

Kendra's capabilities are now part of Amazon Q Business; Kendra itself remains for existing customers

formerly Matching Engine

also: AWS Lake Formation, Amazon HealthLake

formerly Dataproc

also: Amazon OpenSearch Service (formerly Elasticsearch)

formerly Azure Search

formerly Kinesis Streams

also: Azure Event Hubs

Kafka-protocol endpoint; also: HDInsight Kafka

formerly Apache Kafka for BigQuery

formerly SQL Data Warehouse

also: Data Studio (free tier — renamed back from Looker Studio)

replaces Data Pipeline (retired)

also: Azure Data Catalog, Logic Apps

replaces Cloud DataPrep (retired); also: Managed Service for Apache Airflow (formerly Cloud Composer), Managed Spark (formerly Dataproc)

Databricks is also available on AWS

formerly Dataproc; Databricks also available on GCP

also: Lake Formation

formerly Dataplex and Cloud Data Catalog

also: API Monitization, API Analytics, Apigee Sense, Cloud Endpoints

also: AWS Elemental MediaConvert, AWS Elemental MediaLive, AWS Elemental MediaPackage, AWS Elemental MediaStore, AWS Elemental MediaTailor, Amazon Kinesis Video Streams, AWS Elemental Live, AWS Elemental Server, AWS Elemental Conductor, AWS Elemental Link, AWS Elemental Delta

retired 2024; migration via industry partners

also: Amazon MQ

also: Queue Storage, Web PubSub

AWS is retiring Pinpoint; use Amazon SES and AWS End User Messaging

retired 2019

Email, SMS and voice

also: Service Bus

also: Amazon QLDB (retired 2025)

retired 2021

also: Amazon Q Developer in chat (formerly AWS Chatbot)

formerly Azure Bot Service

formerly Dialogflow

retired 2025; no first-party successor

formerly AppStream 2.0

also: Amazon Connect

SAP HANA Large Instances being decommissioned

also: AWS Nitro Enclaves

AWS ParallelCluster, Elastic Fabric Adapter (EFA), Amazon DCV (formerly NICE DCV)

also: Amazon Elastic Kubernetes Service (EKS), Red Hat Openshift on AWS, Bottlerocket

also: Azure Container Instances, Azure Red Hat OpenShift

also: Azure Container Apps

also: Azure Functions, Event Grid

formerly Cloud Functions; also: Eventarc

also: Virtual Machine Scale Sets

formerly Preemptible VMs

also: Azure Cloud Services

also: Event Grid

also: Eventarc

formerly Anthos

also: Amazon RDS

also: Azure Database for MySQL/PostgreSQL, Azure SQL Edge

also: Cloud Spanner

also: Amazon DynamoDB Accelerator (DAX), Amazon DocumentDB (with MongoDB compatibility), Amazon Keyspaces (Apache Cassandra)

also: Azure Table Storage

formerly Cloud Datastore

replaces Time Series Insights (retired)

Gremlin API

graph capabilities in Spanner

also: Amazon MemoryDB for Redis

also: MemoryStore for Valkey and Memcached

closed to new customers; AWS recommends VS Code or JetBrains with AWS Toolkit and Amazon Q Developer

also: Azure Pipelines, Azure Repos, Azure Test Plans, Azure Artifacts

no new customers; Google recommends GitHub/GitLab

formerly AWS Tools

also: Azure SDKs and tools

formerly Cloud Code

Lumberyard discontinued and donated to the Linux Foundation as O3DE

feature development ended

CI with CodeBuild; deployments with CodeDeploy

deployments with Cloud Deploy

also: Azure IoT Hub

retired 2023; Google recommends partners

also: Azure IoT Edge

IoT Button discontinued

formerly Operations Management Suite / Update Management

also: AWS CDK, AWS SAM, Terraform on AWS

also: Azure Building Blocks

also: Infrastructure Manager (formerly Deployment Manager), Terraform on Google Cloud

also: AWS CloudTrail, AWS X-Ray, AWS Distro for OpenTelemetry, Amazon Managed Service for Grafana, Amazon Managed Service for Prometheus

includes Log Analytics, Application Insights

formerly Stackdriver; includes Monitoring, Logging, Trace, Error Reporting

also: AWS License Manager

also: Sensitive Data Protection (formerly Cloud DLP)

replaces AWS OpsWorks (retired 2024)

also: Azure VM extensions

also: AWS Well-Architected Tool, AWS Cost Management, AWS Cost Explorer, AWS Compute Optimizer

also: Azure Cost Management

cost and performance recommendations

formerly Personal Health Dashboard

also: Azure Service Health

also: AWS CloudShell, AWS Management Console, AWS Console Mobile Application, AWS Tools & SDKs

also: Azure Powershell, Azure Management Console, Azure Cloud Shell

also: Cloud Console, Billing API, Cloud APIs

also: AWS Transfer Family

Snowcone consolidated into the Snowball family

also: AWS DataSync

Snowmobile deprecated into the Snowball family

up to ~800 TB per job; chain multiple jobs

up to ~1 PB per appliance; no exabyte-scale offline product

also: AWS Migration Hub

formerly Server Migration Service

also: Azure App Service migration

formerly Migrate for Compute Engine; also: Migrate to Containers

formerly Application Discovery Service

formerly Cloud App Discovery

also: AWS Backup

also: Azure Backup

also: Persistent Disk snapshots

replaces Mobile Hub (retired)

retired 2025

SDK support ended; consider Azure App Service

also: Amazon EventBridge, Amazon AppFlow, Amazon Managed Workflows for Apache Airflow (MWAA)

also: Logic Apps, Azure Functions, Event Grid

also: Eventarc

retired 2025

also: AWS VPC peering

also: AWS Client VPN

also: Azure Front Door

also: AWS Global Accelerator

global anycast LB; geo/failover routing via Cloud DNS policies

also: AWS Private Link

Dedicated and Partner Interconnect; also: HA VPN

formerly Azure Active Directory

also: Cloud Identity-Aware Proxy

formerly Azure AD B2C

also: Identity Platform

also: Amazon GuardDuty

formerly Azure Security Center

includes Web Security Scanner

formerly Azure Active Directory

also: Identity Platform

also: AWS Control Tower, AWS Resource Access Manager

GA; WAF rules plus always-on DDoS protection

WAF rules

also: AWS Network Firewall

formerly Cloud DLP

also: Page Blobs (premium)

also: Amazon FSx for Windows File Server, Amazon FSx for Lustre, Amazon FSx for NetApp ONTAP, Amazon FSx for OpenZFS

also: Azure NetApp Files

also: Azure Cool Storage

Archive storage class

replaces StorSimple (retired)

MLflow-based

feature tables in Unity Catalog

includes Foundation Model APIs

preview; model hosting lives in Microsoft Foundry

T-SQL version in preview

formerly Cortex AISQL

formerly Vector Search

vector only, no managed hybrid search

formerly Mosaic AI Agent Framework

data Q&A; custom agents in Microsoft Foundry

formerly Databricks Assistant

formerly Cortex Code

also: managed Apache Iceberg tables

Delta Lake format

part of Real-Time Intelligence

basic charts, not a full BI tool

formerly Power BI datasets

formerly AI/BI Genie; Genie Spaces are now Genie Agents

also: Copilot in Power BI

formerly Snowflake Intelligence

database connectors (SQL Server, PostgreSQL, MySQL)

formerly Delta Live Tables (DLT)

PySpark authoring in preview

formerly Databricks Workflows

part of Real-Time Intelligence

preview

formerly Databricks Asset Bundles

also: Snowflake CLI

also: Microsoft Purview

formerly Delta Sharing

Fabric tenant to Fabric tenant

Azure SQL engine; also Cosmos DB in Fabric

preview

also: Snowpark Container Services